{"id":"W2754634911","doi":"10.1093/ofid/ofx163.1561","title":"Prospective Evaluation of Accelerate Pheno™ System (AXDX) Version 1.1 for Reducing Turn-Around-Time (TAT) in Identification/Antimicrobial Susceptibility Testing (ID/AST) of Gram-Negative Bacilli (GNB) from Positive Blood Cultures (+BC) using AXDX PhenoTest™ BC Kits","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Antimicrobial; Medicine; Gram; Bacilli; Identification (biology); Microbiology; Blood culture; Antibiotics; Biology; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01041128,0.0009754509,0.0008085658,0.000528563,0.0003370868,0.001411809,0.001137837,0.0009372834,0.004339233],"category_scores_gemma":[0.006475755,0.000659824,0.0006780337,0.0004483647,0.0005766639,0.0008305732,0.0008640247,0.001136003,0.001498989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007354792,"about_ca_system_score_gemma":0.001568717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000965123,"about_ca_topic_score_gemma":0.001082133,"domain_scores_codex":[0.9964119,0.001889426,0.0002017252,0.0005864468,0.0007029964,0.0002076514],"domain_scores_gemma":[0.996029,0.000896319,0.001055938,0.0004389763,0.001116952,0.0004628738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2580792,0.0143165,0.1411985,0.003075856,0.001081045,0.0002308912,0.001006644,0.004067475,0.1080223,0.002670279,0.0191176,0.4471337],"study_design_scores_gemma":[0.02784669,0.558706,0.220927,0.0005136397,0.002916151,0.001789554,0.0004298354,0.01118288,0.09142943,0.0007520701,0.08328938,0.0002173908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607977,0.006350896,0.01439655,0.0006883619,0.0003095759,0.0044988,0.007193862,0.001719157,0.004045238],"genre_scores_gemma":[0.9198692,0.00240112,0.05377499,0.0008251569,0.0001680023,0.003973254,0.01250295,0.0004768299,0.006008474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01041128,"threshold_uncertainty_score":0.05506074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418185571708336,"score_gpt":0.3215625427938321,"score_spread":0.2873806870767487,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}